Making large-scale support vector machine learning practical
Advances in kernel methods
Trawling the Web for emerging cyber-communities
WWW '99 Proceedings of the eighth international conference on World Wide Web
Normalized Cuts and Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Mean Shift: A Robust Approach Toward Feature Space Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Modeling the Shape of the Scene: A Holistic Representation of the Spatial Envelope
International Journal of Computer Vision
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Usage patterns of collaborative tagging systems
Journal of Information Science
Photo tourism: exploring photo collections in 3D
ACM SIGGRAPH 2006 Papers
Structure and evolution of online social networks
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
tagging, communities, vocabulary, evolution
CSCW '06 Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work
World explorer: visualizing aggregate data from unstructured text in geo-referenced collections
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
Scene completion using millions of photographs
ACM SIGGRAPH 2007 papers
Generating diverse and representative image search results for landmarks
Proceedings of the 17th international conference on World Wide Web
Measuring social networks with digital photograph collections
Proceedings of the nineteenth ACM conference on Hypertext and hypermedia
Introduction to Information Retrieval
Introduction to Information Retrieval
Microscopic evolution of social networks
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Placing flickr photos on a map
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Argo: intelligent advertising by mining a user's interest from his photo collections
Proceedings of the Third International Workshop on Data Mining and Audience Intelligence for Advertising
Proximate sensing using georeferenced community contributed photo collections
Proceedings of the 2009 International Workshop on Location Based Social Networks
Proceedings of the 2009 International Workshop on Location Based Social Networks
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
WSMC '09 Proceedings of the 1st workshop on Web-scale multimedia corpus
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Mining tourist information from user-supplied collections
Proceedings of the 18th ACM conference on Information and knowledge management
Analysis of community-contributed space-and time-referenced data (example of Panoramio photos)
Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
PixGeo: Geographically Grounding Touristic Personal Photographs
SAMT '09 Proceedings of the 4th International Conference on Semantic and Digital Media Technologies: Semantic Multimedia
Gathering and ranking photos of named entities with high precision, high recall, and diversity
Proceedings of the third ACM international conference on Web search and data mining
On the "localness" of user-generated content
Proceedings of the 2010 ACM conference on Computer supported cooperative work
Towards automated georeferencing of Flickr photos
Proceedings of the 6th Workshop on Geographic Information Retrieval
Multimodal ranking for image search on community databases
Proceedings of the international conference on Multimedia information retrieval
Find me if you can: improving geographical prediction with social and spatial proximity
Proceedings of the 19th international conference on World wide web
Equip tourists with knowledge mined from travelogues
Proceedings of the 19th international conference on World wide web
Constructing travel itineraries from tagged geo-temporal breadcrumbs
Proceedings of the 19th international conference on World wide web
Antourage: mining distance-constrained trips from flickr
Proceedings of the 19th international conference on World wide web
Automatic construction of travel itineraries using social breadcrumbs
Proceedings of the 21st ACM conference on Hypertext and hypermedia
Spatiotemporal mapping of Wikipedia concepts
Proceedings of the 10th annual joint conference on Digital libraries
Proceedings of the 1st International Conference and Exhibition on Computing for Geospatial Research & Application
Planet-scale human mobility measurement
Proceedings of the 2nd ACM International Workshop on Hot Topics in Planet-scale Measurement
Uncovering social spammers: social honeypots + machine learning
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Using flickr geotags to predict user travel behaviour
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Extraction of Places Related to Flickr Tags
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
A latent variable model for geographic lexical variation
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Travel route recommendation using geotags in photo sharing sites
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
You are where you tweet: a content-based approach to geo-locating twitter users
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
W2Go: a travel guidance system by automatic landmark ranking
Proceedings of the international conference on Multimedia
Mining people's trips from large scale geo-tagged photos
Proceedings of the international conference on Multimedia
Photo2Trip: generating travel routes from geo-tagged photos for trip planning
Proceedings of the international conference on Multimedia
Retrieving landmark and non-landmark images from community photo collections
Proceedings of the international conference on Multimedia
Webcams in context: web interfaces to create live 3D environments
Proceedings of the international conference on Multimedia
ClustTour: city exploration by use of hybrid photo clustering
Proceedings of the international conference on Multimedia
Rich location-driven tag cloud suggestions based on public, community, and personal sources
Proceedings of the 1st ACM international workshop on Connected multimedia
Image tagging and search: a gender oriented study
Proceedings of second ACM SIGMM workshop on Social media
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Location recognition using prioritized feature matching
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Accurate image localization based on google maps street view
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Cybercasing the joint: on the privacy implications of geo-tagging
HotSec'10 Proceedings of the 5th USENIX conference on Hot topics in security
Combining multi-resolution evidence for georeferencing Flickr images
SUM'10 Proceedings of the 4th international conference on Scalable uncertainty management
Research and applications on georeferenced multimedia: a survey
Multimedia Tools and Applications
Geotagging in multimedia and computer vision--a survey
Multimedia Tools and Applications
VIRaL: Visual Image Retrieval and Localization
Multimedia Tools and Applications
Toponym resolution in social media
ISWC'10 Proceedings of the 9th international semantic web conference on The semantic web - Volume Part I
Communications of the ACM
Summarizing tourist destinations by mining user-generated travelogues and photos
Computer Vision and Image Understanding
Generating representative views of landmarks via scenic theme detection
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
Proceedings of the 20th international conference companion on World wide web
Mining collective local knowledge from Google MyMaps
Proceedings of the 20th international conference companion on World wide web
Geographical topic discovery and comparison
Proceedings of the 20th international conference on World wide web
A case for query by image and text content: searching computer help using screenshots and keywords
Proceedings of the 20th international conference on World wide web
Delimiting imprecise regions with georeferenced photos and land coverage data
W2GIS'11 Proceedings of the 10th international conference on Web and wireless geographical information systems
PhotoCity: training experts at large-scale image acquisition through a competitive game
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Finding locations of flickr resources using language models and similarity search
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Automatic tagging and geotagging in video collections and communities
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Multi-modal, multi-resource methods for placing Flickr videos on the map
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
City exploration by use of spatio-temporal analysis and clustering of user contributed photos
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
STS: complex spatio-temporal sequence mining in flickr
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Mining social media to create personalized recommendations for tourist visits
Proceedings of the 2nd International Conference on Computing for Geospatial Research & Applications
Multipedia: enriching DBpedia with multimedia information
Proceedings of the sixth international conference on Knowledge capture
The detection of scene features in Flickr
ICWL'10 Proceedings of the 2010 international conference on New horizons in web-based learning
Identifying points of interest by self-tuning clustering
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Region-based landmark discovery by crowdsourcing geo-referenced photos
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Location disambiguation for geo-tagged images
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Camera Brand Congruence and Camera Model Propagation in the Flickr Social Graph
ACM Transactions on the Web (TWEB)
Friendship and mobility: user movement in location-based social networks
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Location-based topic evolution
Proceedings of the 1st international workshop on Mobile location-based service
Exploring city structure from georeferenced photos using graph centrality measures
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Citizens as database: conscious ubiquity in data collection
SSTD'11 Proceedings of the 12th international conference on Advances in spatial and temporal databases
Geometric Latent Dirichlet Allocation on a Matching Graph for Large-scale Image Datasets
International Journal of Computer Vision
Modeling and Recognition of Landmark Image Collections Using Iconic Scene Graphs
International Journal of Computer Vision
Mining flickr landmarks by modeling reconstruction sparsity
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Geographic information from georeferenced social media data
SIGSPATIAL Special
Your mileage may vary: on the limits of social media
SIGSPATIAL Special
Tag recommendation for georeferenced photos
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Location-Based Social Networks
"I'm eating a sandwich in Glasgow": modeling locations with tweets
Proceedings of the 3rd international workshop on Search and mining user-generated contents
Active query sensing for mobile location search
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Personalized travel recommendation by mining people attributes from community-contributed photos
MM '11 Proceedings of the 19th ACM international conference on Multimedia
News contextualization with geographic and visual information
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Towards low bit rate mobile visual search with multiple-channel coding
MM '11 Proceedings of the 19th ACM international conference on Multimedia
IM2MAP: deriving maps from georeferenced community contributed photo collections
WSM '11 Proceedings of the 3rd ACM SIGMM international workshop on Social media
Near2me: an authentic and personalized social media-based recommender for travel destinations
WSM '11 Proceedings of the 3rd ACM SIGMM international workshop on Social media
SBNMA '11 Proceedings of the 2011 ACM workshop on Social and behavioural networked media access
Exploration and comparison of geographic information sources using distance statistics
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Learning boundaries of vague places from noisy annotations
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Proceedings of the fifth ACM international conference on Web search and data mining
Object matching in tweets with spatial models
Proceedings of the fifth ACM international conference on Web search and data mining
Leveraging community metadata for multimodal image ranking
Multimedia Tools and Applications
Multimedia Tools and Applications
Geotag propagation in social networks based on user trust model
Multimedia Tools and Applications
Inferring photographic location using geotagged web images
Multimedia Tools and Applications
Location Discriminative Vocabulary Coding for Mobile Landmark Search
International Journal of Computer Vision
Finding wormholes with flickr geotags
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Mining Travel Patterns from Geotagged Photos
ACM Transactions on Intelligent Systems and Technology (TIST)
Modeling people and places with internet photo collections
Communications of the ACM
What makes Paris look like Paris?
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
BlueFinder: estimate where a beach photo was taken
Proceedings of the 21st international conference companion on World Wide Web
Modeling People and Places with Internet Photo Collections
Queue - Networks
How random walks can help tourism
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
Fast algorithm for affinity propagation
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining the web for points of interest
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Active query sensing: Suggesting the best query view for mobile visual search
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section of best papers of ACM multimedia 2011, and special section on 3D mobile multimedia
Multiple location profiling for users and relationships from social network and content
Proceedings of the VLDB Endowment
Proceedings of the 18th Brazilian symposium on Multimedia and the web
Exploring Geotagged images for land-use classification
Proceedings of the ACM multimedia 2012 workshop on Geotagging and its applications in multimedia
Gender-based models of location from flickr
Proceedings of the ACM multimedia 2012 workshop on Geotagging and its applications in multimedia
What fresh media are you looking for?: retrieving media items from multiple social networks
Proceedings of the 2012 international workshop on Socially-aware multimedia
Proceedings of the 20th ACM international conference on Multimedia
GeoMM'12: ACM international workshop on geotagging and its applications in multimedia
Proceedings of the 20th ACM international conference on Multimedia
A probabilistic approach to mining geospatial knowledge from social annotations
Proceedings of the 21st ACM international conference on Information and knowledge management
Web Semantics: Science, Services and Agents on the World Wide Web
Adaptive non-parametric identification of dense areas using cell phone records for urban analysis
Engineering Applications of Artificial Intelligence
Worldwide pose estimation using 3d point clouds
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Match graph construction for large image databases
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
A content-driven framework for geolocating microblog users
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
GPSView: A scenic driving route planner
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
TweetPhoto: photos from news tweets
Proceedings of the 20th International Conference on Advances in Geographic Information Systems
Generating tourism path from trajectories and geo-photos
WISE'12 Proceedings of the 13th international conference on Web Information Systems Engineering
Geo topic model: joint modeling of user's activity area and interests for location recommendation
Proceedings of the sixth ACM international conference on Web search and data mining
What happened near big ben: event-driven landmark mining from flickr
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Proceedings of the 5th ACM SIGSPATIAL International Workshop on Location-Based Social Networks
Multimodal geo-tagging in social media websites using hierarchical spatial segmentation
Proceedings of the 5th ACM SIGSPATIAL International Workshop on Location-Based Social Networks
Using social media to find places of interest: a case study
Proceedings of the 1st ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information
Constructing places from spatial footprints
Proceedings of the 1st ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information
Detecting Places of Interest Using Social Media
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Fusing Text and Frienships for Location Inference in Online Social Networks
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Learning from mobile contexts to minimize the mobile location search latency
Image Communication
Retrieving geo-location of videos with a divide & conquer hierarchical multimodal approach
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Geo-visual ranking for location prediction of social images
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Georeferencing Flickr resources based on textual meta-data
Information Sciences: an International Journal
Discovering local attractions from geo-tagged photos
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Pervasive social context: Taxonomy and survey
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Sections on Paraphrasing; Intelligent Systems for Socially Aware Computing; Social Computing, Behavioral-Cultural Modeling, and Prediction
Live topic generation from event streams
Proceedings of the 22nd international conference on World Wide Web companion
Exploiting innocuous activity for correlating users across sites
Proceedings of the 22nd international conference on World Wide Web
Psychological maps 2.0: a web engagement enterprise starting in London
Proceedings of the 22nd international conference on World Wide Web
Robust and accurate mobile visual localization and its applications
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special Sections on the 20th Anniversary of ACM International Conference on Multimedia, Best Papers of ACM Multimedia 2012
Mining tourist routes using Flickr traces
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
GIANT: geo-informative attributes for location recognition and exploration
Proceedings of the 21st ACM international conference on Multimedia
Human vs machine: establishing a human baseline for multimodal location estimation
Proceedings of the 21st ACM international conference on Multimedia
Towards precise POI localization with social media
Proceedings of the 21st ACM international conference on Multimedia
Detecting profilable and overlapping communities with user-generated multimedia contents in LBSNs
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Visualizing attractive periods of popular photo spots using Flickr data
ACM SIGGRAPH 2013 Posters
Web media semantic concept retrieval via tag removal and model fusion
ACM Transactions on Intelligent Systems and Technology (TIST) - Survey papers, special sections on the semantic adaptive social web, intelligent systems for health informatics, regular papers
3D Wikipedia: using online text to automatically label and navigate reconstructed geometry
ACM Transactions on Graphics (TOG)
City-view image retrieval leveraging check-in data
Proceedings of the 2nd ACM international workshop on Geotagging and its applications in multimedia
Personalized intra- and inter-city travel recommendation using large-scale geotags
Proceedings of the 2nd ACM international workshop on Geotagging and its applications in multimedia
Multi-day and multi-stay travel planning using geo-tagged photos
Proceedings of the Second ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information
Extracting scenic routes from VGI data sources
Proceedings of the Second ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information
PhotoStand: a map query interface for a database of news photos
Proceedings of the VLDB Endowment
Exploration of geo-tagged photos through data mining approaches
Expert Systems with Applications: An International Journal
HotCity: enhancing ubiquitous maps with social context heatmaps
Proceedings of the 12th International Conference on Mobile and Ubiquitous Multimedia
World-wide scale geotagged image dataset for automatic image annotation and reverse geotagging
Proceedings of the 5th ACM Multimedia Systems Conference
Contextual object category recognition for RGB-D scene labeling
Robotics and Autonomous Systems
Social Media Business Intelligence: A Pharmaceutical Domain Analysis Study
International Journal of Sociotechnology and Knowledge Development
Discovering and Characterizing Places of Interest Using Flickr and Twitter
International Journal on Semantic Web & Information Systems
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We investigate how to organize a large collection of geotagged photos, working with a dataset of about 35 million images collected from Flickr. Our approach combines content analysis based on text tags and image data with structural analysis based on geospatial data. We use the spatial distribution of where people take photos to define a relational structure between the photos that are taken at popular places. We then study the interplay between this structure and the content, using classification methods for predicting such locations from visual, textual and temporal features of the photos. We find that visual and temporal features improve the ability to estimate the location of a photo, compared to using just textual features. We illustrate using these techniques to organize a large photo collection, while also revealing various interesting properties about popular cities and landmarks at a global scale.